公开(公告)号：US20230114552A1

公开(公告)日：2023-04-13

申请号：US17943089

申请日：2022-09-12

Applicant: Google LLC

Inventor： Philip Charles Nelson ,  Eric Martin Christiansen ,  Marc Berndl ,  Michael Frumkin

IPC: G06N3/08 ,  G06T7/60 ,  G06V20/69 ,  G06N3/045

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for processing cell images using neural networks. One of the methods includes obtaining data comprising an input image of one or more biological cells illuminated with an optical microscopy technique; processing the data using a stained cell neural network; and processing the one or more stained cell images using a cell characteristic neural network, wherein the cell characteristic neural network has been configured through training to receive the one or more stained cell images and to process the one or more stained cell images to generate a cell characteristic output that characterizes features of the biological cells that are stained in the one or more stained cell images.

公开(公告)号：US20180349770A1

公开(公告)日：2018-12-06

申请号：US15979104

申请日：2018-05-14

Applicant: Google LLC

Inventor： Philip Charles Nelson ,  Eric Martin Christiansen ,  Marc Berndl ,  Michael Frumkin

IPC: G06N3/08 ,  G06K9/00 ,  G06N3/04 ,  G06T7/60

CPC classification number: G06N3/08 ,  G06K9/00127 ,  G06N3/02 ,  G06N3/0454 ,  G06T7/60 ,  G06T2207/20084

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for processing cell images using neural networks. One of the methods includes obtaining data comprising an input image of one or more biological cells illuminated with an optical microscopy technique; processing the data using a stained cell neural network; and processing the one or more stained cell images using a cell characteristic neural network, wherein the cell characteristic neural network has been configured through training to receive the one or more stained cell images and to process the one or more stained cell images to generate a cell characteristic output that characterizes features of the biological cells that are stained in the one or more stained cell images.

公开(公告)号：US11915134B2

公开(公告)日：2024-02-27

申请号：US17943089

申请日：2022-09-12

Applicant: Google LLC

Inventor： Philip Charles Nelson ,  Eric Martin Christiansen ,  Marc Berndl ,  Michael Frumkin

IPC: G06N3/08 ,  G06N3/045 ,  G06T7/60 ,  G06V20/69 ,  G06N3/02

CPC classification number: G06N3/08 ,  G06N3/045 ,  G06T7/60 ,  G06V20/69 ,  G06N3/02 ,  G06T2207/20084

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for processing cell images using neural networks. One of the methods includes obtaining data comprising an input image of one or more biological cells illuminated with an optical microscopy technique; processing the data using a stained cell neural network; and processing the one or more stained cell images using a cell characteristic neural network, wherein the cell characteristic neural network has been configured through training to receive the one or more stained cell images and to process the one or more stained cell images to generate a cell characteristic output that characterizes features of the biological cells that are stained in the one or more stained cell images.

公开(公告)号：US20200320394A1

公开(公告)日：2020-10-08

申请号：US16905714

申请日：2020-06-18

Applicant: Google LLC

Inventor： Philip Charles Nelson ,  Eric Martin Christiansen ,  Marc Berndl ,  Michael Frumkin

IPC: G06N3/08 ,  G06T7/60 ,  G06K9/00 ,  G06N3/04

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for processing cell images using neural networks. One of the methods includes obtaining data comprising an input image of one or more biological cells illuminated with an optical microscopy technique; processing the data using a stained cell neural network; and processing the one or more stained cell images using a cell characteristic neural network, wherein the cell characteristic neural network has been configured through training to receive the one or more stained cell images and to process the one or more stained cell images to generate a cell characteristic output that characterizes features of the biological cells that are stained in the one or more stained cell images.

公开(公告)号：US11443190B2

公开(公告)日：2022-09-13

申请号：US16905714

申请日：2020-06-18

Applicant: Google LLC

Inventor： Philip Charles Nelson ,  Eric Martin Christiansen ,  Marc Berndl ,  Michael Frumkin

IPC: G06V20/69 ,  G06N3/08 ,  G06T7/60 ,  G06N3/04 ,  G06N3/02

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for processing cell images using neural networks. One of the methods includes obtaining data comprising an input image of one or more biological cells illuminated with an optical microscopy technique; processing the data using a stained cell neural network; and processing the one or more stained cell images using a cell characteristic neural network, wherein the cell characteristic neural network has been configured through training to receive the one or more stained cell images and to process the one or more stained cell images to generate a cell characteristic output that characterizes features of the biological cells that are stained in the one or more stained cell images.

公开(公告)号：US10692001B2

公开(公告)日：2020-06-23

申请号：US15979104

申请日：2018-05-14

Applicant: Google LLC

Inventor： Philip Charles Nelson ,  Eric Martin Christiansen ,  Marc Berndl ,  Michael Frumkin

IPC: G06K9/00 ,  G06N3/08 ,  G06T7/60 ,  G06N3/04 ,  G06N3/02

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for processing cell images using neural networks. One of the methods includes obtaining data comprising an input image of one or more biological cells illuminated with an optical microscopy technique; processing the data using a stained cell neural network; and processing the one or more stained cell images using a cell characteristic neural network, wherein the cell characteristic neural network has been configured through training to receive the one or more stained cell images and to process the one or more stained cell images to generate a cell characteristic output that characterizes features of the biological cells that are stained in the one or more stained cell images.

公开(公告)号：US09971966B2

公开(公告)日：2018-05-15

申请号：US15055446

申请日：2016-02-26

Applicant: Google LLC

Inventor： Philip Charles Nelson ,  Eric Martin Christiansen ,  Marc Berndl ,  Michael Frumkin

IPC: G06K9/00 ,  G06N3/08 ,  G06T7/60 ,  G06N3/02

CPC classification number: G06N3/08 ,  G06K9/00127 ,  G06N3/02 ,  G06N3/0454 ,  G06T7/60 ,  G06T2207/20084

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for processing cell images using neural networks. One of the methods includes obtaining data comprising an input image of one or more biological cells illuminated with an optical microscopy technique; processing the data using a stained cell neural network; and processing the one or more stained cell images using a cell characteristic neural network, wherein the cell characteristic neural network has been configured through training to receive the one or more stained cell images and to process the one or more stained cell images to generate a cell characteristic output that characterizes features of the biological cells that are stained in the one or more stained cell images.